mirror of https://github.com/hpcaitech/ColossalAI
[chore] refactor profiler utils
parent
8547562884
commit
154720ba6e
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@ -0,0 +1 @@
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../../../performance_evaluator.py
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import time
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from contextlib import nullcontext
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import torch
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from torch.profiler import ProfilerActivity, profile, schedule, tensorboard_trace_handler
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class DummyProfiler:
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@ -24,20 +22,6 @@ def get_tflops(model_numel, batch_size, seq_len, step_time):
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return model_numel * batch_size * seq_len * 8 / 1e12 / (step_time + 1e-12)
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def get_profile_context(enable_flag, warmup_steps, active_steps, save_dir):
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if enable_flag:
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return profile(
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activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA],
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schedule=schedule(wait=0, warmup=warmup_steps, active=active_steps),
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on_trace_ready=tensorboard_trace_handler(save_dir),
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# record_shapes=True,
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# profile_memory=True,
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with_stack=True,
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)
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else:
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return nullcontext(DummyProfiler())
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def get_time_stamp():
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cur_time = time.strftime("%d-%H:%M", time.localtime())
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return cur_time
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@ -8,7 +8,8 @@ import psutil
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import torch
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import torch.nn as nn
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from commons.model_zoo import model_builder
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from commons.utils import get_data, get_profile_context, get_tflops, get_time_stamp
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from commons.performance_evaluator import get_profile_context
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from commons.utils import get_data, get_tflops, get_time_stamp
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from packaging import version
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import colossalai
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@ -47,8 +47,8 @@ def get_profile_context(enable_flag, warmup_steps, active_steps, save_dir):
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activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA],
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schedule=schedule(wait=0, warmup=warmup_steps, active=active_steps),
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on_trace_ready=tensorboard_trace_handler(save_dir),
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# record_shapes=True,
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# profile_memory=True,
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record_shapes=True,
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profile_memory=True,
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with_stack=True,
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)
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else:
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